Low Prior Probability and Witness Reliability

Abstract It is plausible that a witness’s credibility is lowered if he testifies to an outcome that has low probability, but this is not always true. If the outcome has a low prior due only to its specificity (as in a fair lottery), witness credibility is not lowered by attesting to it. Even when witness credibility does drop as a result of the testimony, it can substantially confirm its contents, and agreement between independent witnesses can “give back” credibility that one witness lost. Formal modeling and analysis shed light on when each of these situations obtains.

Authors

Publication Details

Journal
Philosophy of Science
Published
2025-06-24
DOI
https://doi.org/10.1017/psa.2025.10091
Primary Topic
Adversarial Robustness in Machine Learning
Type
article
Field-Weighted Citation Impact
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article

Low Prior Probability and Witness Reliability

Lydia McGrew
1 links
Philosophy of Science
Adversarial Robustness in Machine Learning
article

Low Prior Probability and Witness Reliability

Lydia McGrew
article en

Abstract

Abstract It is plausible that a witness’s credibility is lowered if he testifies to an outcome that has low probability, but this is not always true. If the outcome has a low prior due only to its specificity (as in a fair lottery), witness credibility is not lowered by attesting to it. Even when witness credibility does drop as a result of the testimony, it can substantially confirm its contents, and agreement between independent witnesses can “give back” credibility that one witness lost. Formal modeling and analysis shed light on when each of these situations obtains.

Philosophy of Science
Openalex Percentile: Top 93%
Adversarial Robustness in Machine Learning
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Low Prior Probability and Witness Reliability — Lydia McGrew · Philosophy of Science (2025) | TGRS Research Map | TGRS